Pith Number

pith:5EYFNIVY

pith:2024:5EYFNIVYUTHJRRIT5PNILQT626

not attested not anchored not stored refs pending

Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting

Caesar Wu, Gregoire Danoy, Jingjing Xu, Pascal Bouvry, Yuan-Fang Li

arxiv:2407.19784 v1 · 2024-07-29 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5EYFNIVYUTHJRRIT5PNILQT626}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Diffusion Models for Time Series Forecasting: A Survey

Receipt and verification

First computed	2026-07-05T08:49:44.511628Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e93056a2b8a4ce98c513ebda85c27ed7bb7e3d9603c9a623489785458803328e

Aliases

arxiv: 2407.19784 · arxiv_version: 2407.19784v1 · doi: 10.48550/arxiv.2407.19784 · pith_short_12: 5EYFNIVYUTHJ · pith_short_16: 5EYFNIVYUTHJRRIT · pith_short_8: 5EYFNIVY

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/5EYFNIVYUTHJRRIT5PNILQT626 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: e93056a2b8a4ce98c513ebda85c27ed7bb7e3d9603c9a623489785458803328e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "343ad68dc6294a8843de52a800597ffad1f15c60ce65d0a9639126b75d2f6baa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-29T08:27:21Z",
    "title_canon_sha256": "bc14f00db666e5df35e67f750481cb2a43f33bbfd9a70c36364e709c3800dee9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.19784",
    "kind": "arxiv",
    "version": 1
  }
}